{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于Basemap 绘制地理图 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据科学中一种常见的可视化类型是地理数据。Matplotlib用于这种可视化的主要工具是Basemap工具包，它是MPL_Toolkits命名空间下的工具类。对于Python用户来说，basemap是一个很有用的工具。\n",
    "\n",
    "安装basemap很简单；可以使用conda命令一键安装\n",
    "```\n",
    "$ conda install basemap\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入库包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas version 0.23.0\n",
      "numpy version 1.14.3\n"
     ]
    }
   ],
   "source": [
    "print('pandas version',pd.__version__)\n",
    "print('numpy version',np.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画第一张地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "#由Basemap类创建的，这个类包含很多属性。如果使用默认值，则使用普通圆柱投影模式显示地图\n",
    "map = Basemap()\n",
    "#用drawcoastlines()方法画出海岸线，海岸线的数据已经默认包含在了库文件中。\n",
    "map.drawcoastlines()\n",
    "#plt.show()打开一个新的窗口来显示运行结果\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "改变地图的投影方式非常简单\n",
    "在Basemap（）中加入projection参数和lat_0,lon_0参数。\n",
    "\n",
    "可以参考百度百科\n",
    "https://www.baidu.com/link?url=d7mToqKOKCk3Ba60s2HtT-4pEuC4jzHhFqhytovCw2IKA6cu6GiBHuR-V7negpngoN8dKyHBNA8_8y8-GRs1tJ7Q6o2bwDLtuB9277b6L6UrIKTRv2DPJtbw87iv6NeA&wd=&eqid=8077e6880001a123000000025a600f50\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以给陆地和海洋填上不同的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "map = Basemap(projection = 'ortho', lat_0 = 0, lon_0 = 0)\n",
    "# 地球涂上蓝色\n",
    "map.drawmapboundary(fill_color = 'aqua')\n",
    "# 大陆涂上屎黄色;江河湖泊涂上大海一样的颜色\n",
    "map.fillcontinents(color = 'coral', lake_color = 'aqua')\n",
    "map.drawcoastlines()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 管理地图投影"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basemap的投影方式是由Basemap类中projection这一属性控制的，默认为cyl，是cylindrical Equidistant projection （等距圆柱投影）的缩写，也叫作等距柱状投影图（Equirectangular projection）或者方格投影（Plate carree）.\n",
    "\n",
    "不同的投影需要不同的参数，具体参阅https://matplotlib.org/basemap/users/mapsetup.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(6, 6))\n",
    "width = 28000000; lon_0 = -105; lat_0 = 40\n",
    "m = Basemap(width=width,height=width,projection='aeqd',\n",
    "            lat_0=lat_0,lon_0=lon_0)\n",
    "# fill background.\n",
    "m.drawmapboundary(fill_color='aqua')\n",
    "# draw coasts and fill continents.\n",
    "m.drawcoastlines(linewidth=0.5)\n",
    "m.fillcontinents(color='coral',lake_color='aqua')\n",
    "# 20 degree graticule.\n",
    "m.drawparallels(np.arange(-80,81,20))\n",
    "m.drawmeridians(np.arange(-180,180,20))\n",
    "# draw a black dot at the center.\n",
    "xpt, ypt = m(lon_0, lat_0)\n",
    "m.plot([xpt],[ypt],'ko')\n",
    "# draw the title.\n",
    "plt.title('Azimuthal Equidistant Projection')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 在地图上画一个点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在地图上画点通常用到plot方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "warning: width and height keywords ignored for Orthographic projection"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "map = Basemap(projection = 'ortho', lat_0 = 0, lon_0 = 120,\n",
    "width = 10000000,height = 10000000.)\n",
    "\n",
    "map.drawmapboundary(fill_color = 'aqua')\n",
    "map.fillcontinents(color = 'coral', lake_color = 'aqua')\n",
    "map.drawcoastlines()\n",
    "\n",
    "# x是经度，y是纬度\n",
    "x, y = map(114, 22.4)\n",
    "map.plot(x, y, marker = 'D', color = 'm')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制中国区域地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16, 8))\n",
    "m= Basemap(llcrnrlon=77, llcrnrlat=14, urcrnrlon=140, urcrnrlat=51, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "\n",
    "m.drawcountries(linewidth=1.5)\n",
    "m.drawcoastlines()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "想加上省的边界怎么办呢？Basemap缺省的包里没有中国的省区，只有美国的州，毕竟是美国人做的嘛。\n",
    "\n",
    "接下来我们可以使用shapefile 文件来绘制中国行政区域的地图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用Shapefile绘制中国行政区域地图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://blog.csdn.net/ouening/article/details/55227364"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下载中国区域的shapfile文件地址\n",
    "\n",
    "1. https://gadm.org/download_country_v3.html \n",
    "\n",
    "这个网站确实能下载到比较多的地图\n",
    "\n",
    "\n",
    "2. github上找到一个好的中国国界线shapefile\n",
    "\n",
    "下载地址为：https://github.com/dongli/china-shapefiles\n",
    "\n",
    "\n",
    "这里我们使用第二种进行演示说明如何绘制中国区的地图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 来自 https://gadm.org/download_country_v3.html  数据绘制图\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16, 8))\n",
    "m= Basemap(llcrnrlon=77, llcrnrlat=14, urcrnrlon=140, urcrnrlat=51, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "m.readshapefile(\"data/gadm36_CHN_shp/gadm36_CHN_1\",  'china', drawbounds=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 中国国界线shapefile https://github.com/dongli/china-shapefiles\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16, 8))\n",
    "m= Basemap(llcrnrlon=77, llcrnrlat=14, urcrnrlon=140, urcrnrlat=51, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "m.readshapefile(\"data/china-shapefiles/china\",  'china', drawbounds=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制中国行政区域地图填充颜色"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用了简单的上色方案，让matplotlib是调色板自动加色，所以效果没那么好.\n",
    "\n",
    "不同的省上不同的颜色，只需要改变facecolor就好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x165c8c18>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 中国国界线shapefile https://github.com/dongli/china-shapefiles\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import rgb2hex\n",
    "from matplotlib.patches import Polygon\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "m= Basemap(llcrnrlon=80, llcrnrlat=0, urcrnrlon=140, urcrnrlat=51, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "m.readshapefile(\"data/china-shapefiles/china\",  'china', drawbounds=True)\n",
    "m.readshapefile(\"data/china-shapefiles/china_nine_dotted_line\",  'nine_dotted', drawbounds=True)\n",
    "\n",
    "cmap = plt.cm.YlOrRd\n",
    "\n",
    "ax =plt.gca()\n",
    "for nshape, seg in enumerate(m.china):\n",
    "    color = rgb2hex(cmap(nshape)[:3])\n",
    "    poly = Polygon(seg, facecolor=color, edgecolor=color)\n",
    "    ax.add_patch(poly)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析 shapefile区域内容信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'重庆市', '青海省', '澳门特别行政区', '北京市', '上海市', '江苏省', '宁夏回族自治区', '香港特别行政区', '海南省', '广西壮族自治区', '福建省', '山东省', '内蒙古自治区', '辽宁省', '陕西省', '安徽省', '湖北省', '新疆维吾尔自治区', '广东省', '四川省', '山西省', '吉林省', '湖南省', '云南省', '西藏自治区', '台湾省', '江西省', '河北省', '贵州省', '天津市', '黑龙江省', '甘肃省', '河南省', '浙江省'}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16, 8))\n",
    "m= Basemap(llcrnrlon=80, llcrnrlat=0, urcrnrlon=140, urcrnrlat=51, projection='lcc', lat_1=33, lat_2=45, lon_0=100)\n",
    "m.readshapefile(\"data/china-shapefiles/china\",  'china', drawbounds=True)\n",
    "provinces = set()\n",
    "#print(m.china_info)\n",
    "for shapedict in m.china_info:\n",
    "    statename = shapedict['OWNER']\n",
    "    provinces.add(statename.replace(\"\\x00\",\"\"))\n",
    "print(provinces)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "toc": {
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